Apply new skills to your role

Instruction and application

In Progress

Applying key takeaways to your role

• How could evaluating scaling strategies in advance help your team balance performance targets and infrastructure costs more effectively?
• What parts of your ML infrastructure would benefit from a clearer understanding of latency, throughput, and resource allocation trade-offs?

Action item: Share how you will apply new skills to your role.

Directions: In this workshop, you simulated how different infrastructure choices impact ML inference performance and cost. Create a discussion topic and share how you will apply skills from this workshop in your role. Engage in a discussion by adding commentary to at least one post from a peer.Don't know where to start? Consider the following to guide your response.- Have you encountered performance slowdowns or spikes in resource usage during model deployment or scaling?

• What level of visibility does your team have into latency and throughput metrics in production?
• How are decisions made today about scaling infrastructure? Are they proactive or reactive, and who is involved?